MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3701
Gorav22
TerminusAI Claim
Execute terminal commands locally or remotely via SSH with session persistence …
B 75 54 94 53 N/A 48 84 90
3702
neverinfamous
A MCP server built for developers enabling Git based project management with pr…
B 75 54 88 22 86 95 91
3703
sailaoda
A concurrent browser MCP server that supports multiple parallel browser instanc…
B 75 55 90 100 N/A 30 95 41
3704
translated
lara-mcp Claim 1
MCP Server for Lara Translate API, enabling powerful translation capabilities w…
B 75 55 57 73 64 87 99
3705
Birdsmith
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
B 75 55 94 73 17 80 92
3706
prismon
Validates URLs and checks their reputation to help identify AI hallucinations a…
B 75 55 70 82 42 81 93
3707
jeelidev
Provides AI assistants with persistent, graph-based memory using Neo4j, enablin…
B 75 55 60 100 50 81 78
3708
1Dark134
arXiv MCP Server Client 🐙 enables AI assistants to search, retrieve, analyze, a…
B 75 55 80 62 N/A 50 80 100
3709
mrilikecoding
Clawmarks Claim
Enables LLM agents to create annotated bookmarks and narrative trails to docume…
B 75 54 90 53 N/A 37 95 91
3710
yigitkonur
example-mcp-server-streamable-http
B 75 55 78 71 38 81 97
3711
Rz017
Tavily MCP Server Claim 1
Provides AI assistants with real-time web search capabilities and intelligent d…
B 75 55 84 70 42 80 90
3712
zacco16
Gmail MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Gma…
B 75 55 81 72 37 81 93
3713
ciro-maciel
Enables AI assistants to interact with Self, a self-awareness framework that co…
B 75 55 88 60 47 82 92
3714
snoopdave
A minimal Model Context Protocol server in TypeScript that demonstrates MCP-com…
B 75 55 68 68 53 84 100
3715
monsterxx03
gospy Claim
Non-Invasive goroutine inspector
B 75 55 68 66 68 76 97
3716
gradion-ai
ipybox Claim 2
An MCP server for sandboxed Python code execution with IPython and Docker, and …
B 75 54 65 65 N/A 83 87 78
3717
maoruibin
MCP-Server-Inbox Claim 1
MCP server that integrates with inBox note-taking API, allowing users to create…
B 75 55 80 65 40 80 100
3718
DatSciX-CEO
MCP server that enables intelligent analysis of legal spend data across multipl…
B 75 55 78 66 55 81 92
3719
Gammell53
clawwork Claim
AI agent project management — task boards, progress tracking, and cost reportin…
B 75 54 82 68 N/A 34 83 100
3720
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 54 62 75 N/A 45 95 96
3721
metcalfc
Atrax Claim
Proxy that aggregates multiple MCP servers and presents them as a unified inter…
B 75 55 96 55 37 78 97
3722
matipojo
Enables managing personal information with dynamic topic-based organization (ta…
B 75 55 80 73 30 82 97
3723
lcbro
LCBro Claim
A powerful MCP server for browser automation that supports both Playwright and …
B 75 55 84 68 37 81 94
3724
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 55 96 65 21 81 94
3725
dpflucas
MySQL Database Access Claim 2
Access your MySQL databases securely and efficiently. List databases, tables, a…
B 75 55 79 55 N/A 62 80 98
3726
34892002
bilibili-mcp-js Claim 1
A MCP server that supports searching for Bilibili content. Provides LangChain i…
B 75 54 73 61 N/A 58 90 92
3727
wolffcatskyy
A Model Context Protocol server for home infrastructure management that provide…
B 75 55 63 68 68 80 100
3728
hyypeman
chilipiper-mcp Claim
Enables lead routing, booking link generation, and scheduling management throug…
B 75 55 76 67 53 81 93
3729
fellowabhi
ControlAPI-MCP Claim 1
Converts any OpenAPI/REST API into MCP tools with dynamic server switching, var…
B 75 55 84 53 66 80 93
3730
harshitdynamite
Enables authentication and interaction with DhanHQ trading APIs through OAuth-b…
B 75 55 96 62 24 80 98
3731
razorback16
A Node.js server that allows browsing Git repositories through MCP, providing t…
B 75 55 90 58 41 76 99
3732
weinerac
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
B 75 55 78 70 35 83 98
3733
stadiamaps
A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geo…
B 75 55 71 72 51 81 99
3734
nirholas
A comprehensive MCP server for interacting with the BNB Chain ecosystem, includ…
B 75 55 66 70 66 81 92
3735
LeeSinLiang
Godot MCP Claim 1
Enables AI assistants to interact with the Godot game engine by launching the e…
B 75 55 96 100 N/A 26 95 36
3736
getplatform
Enables sending transactional emails through GetMailer from AI assistants. Supp…
B 75 55 90 66 30 81 96
3737
Vvkmnn
claude-vigil-mcp Claim
An MCP server for creating named checkpoints and snapshots of projects, with se…
B 75 54 72 61 N/A 54 94 89
3738
igorgarbuz
Enables AI assistants to control Spotify playback, manage playlists, search mus…
B 75 55 72 100 N/A 37 95 55
3739
supadata-ai
mcp Claim
Official Supadata MCP Server - Adds powerful video & web scraping to Cursor, Cl…
B 75 66 96 66 53 58 81 91
3740
Doriandarko
Sora MCP Server Claim
Integrates with OpenAI's Sora 2 API to generate, remix, and manage AI-generated…
B 75 55 80 66 50 81 93
3741
Knuckles-Team
SearXNG MCP Server Claim
Enables privacy-respecting web searches through SearXNG metasearch engine with …
B 75 55 66 70 67 81 91
3742
ayoubzeroual
Enables web search functionality through Perplexity AI's API with time-based fi…
B 75 55 78 65 43 81 100
3743
DrunkOnJava
A basic example of developing and running serverless Model Context Protocol (MC…
B 75 66 78 75 85 21 81 93
3744
fwextensions
Form.io MCP Server Claim
Enables AI assistants to interact with Form.io's API to create, read, update, a…
B 75 55 84 71 29 81 97
3745
lowkeyrd
Enable seamless file operations, repository management, and advanced search fun…
B 75 55 80 66 N/A 52 81 92
3746
lennyzeltser
Turns any static website into an MCP-searchable knowledge base by deploying a C…
B 75 55 76 63 54 81 99
3747
Jayanth-Kulkarni-Avesha
Enables AI assistants to execute PromQL queries and discover metrics across mul…
B 75 55 76 68 51 80 96
3748
noahjohannessen
Canvas MCP Claim
Enables AI agents to interact with Canvas LMS and Gradescope, allowing users to…
B 75 55 76 68 45 81 97
3749
je4550
Review MCP Server Claim
Enables Claude to perform thorough code reviews by integrating with Codex and G…
B 75 55 78 75 N/A 28 95 88
3750
Jonathan97480
Enables AI agents to control and monitor Home Assistant smart home devices thro…
B 75 55 84 67 48 81 90
Showing 3701–3750 of 66402 servers
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